Detection of changes in precipitation and runoff over eastern Canada and US using a Bayesian approach

被引:69
作者
Perreault, L
Haché, M
Slivitzky, M
Bobée, B
机构
[1] Univ Quebec, INRS Eau, NSERC, St Foy, PQ G1V 4C7, Canada
[2] Ecole Natl Genie Rural Eaux & Forets, GRESE, F-75732 Paris 15, France
关键词
Bayesian methods; climatic variability; change-point; Bayes factor; time series; hydrology;
D O I
10.1007/s004770050039
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Inference about the existence and characteristics of changes in mean level of hydrometeorological sequences that may be generated by climatic variability is an important step before developing management rules in water resources systems. This paper presents a Bayesian approach, based on a single shifting model, which can be used to study a change in the mean level of a set of independent normal random variables. Two different problems are considered: the first is the detection of a change, while the second is the estimation of the change-point and its amplitude under the assumption that a change has occurred. This method is applied to precipitation and runoff data series over eastern Canada and U.S. during the twentieth century. The main results show an increase in the late sixties in the Eastern North American precipitation. This supports conclusions drawn from a number of studies which identified the late sixties to early seventies as a period of possible change.
引用
收藏
页码:201 / 216
页数:16
相关论文
共 38 条
[1]   DETECTION OF CLIMATE CHANGE IN EUROPE BY ANALYZING EUROPEAN ATMOSPHERIC CIRCULATION PATTERNS FROM 1881 TO 1989 [J].
BARDOSSY, A ;
CASPARY, HJ .
THEORETICAL AND APPLIED CLIMATOLOGY, 1990, 42 (03) :155-167
[2]  
Berger JO., 1985, Statistical Decision Theory and Bayesian Analysis, V2, DOI DOI 10.1007/978-1-4757-4286-2
[3]  
Bernardo J.M., 2009, Bayesian Theory, V405
[4]  
BERNIER J, 1994, NATO ADV STUDIES I E, V275, P159
[5]  
BODEN TA, 1994, TRENDS 9O COMPENDIUM
[6]   A BAYESIAN-APPROACH TO RETROSPECTIVE IDENTIFICATION OF CHANGE-POINTS [J].
BOOTH, NB ;
SMITH, AFM .
JOURNAL OF ECONOMETRICS, 1982, 19 (01) :7-22
[7]  
Box GE., 2011, BAYESIAN INFERENCE S
[8]   STRUCTURAL-CHANGE IN ECONOMETRICS - INTRODUCTION [J].
BROEMELING, L .
JOURNAL OF ECONOMETRICS, 1982, 19 (01) :1-5
[9]  
BROEMELING LD, 1985, BAYESIAN ANAL LINEAR, V60, P454
[10]  
BRUNEAU P, 1983, J SCI HYDROLOGIQUES, V28, P341